ytrain Profiling Report

Dataset statistics

Number of variables	14
Number of observations	39607
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	4.2 MiB
Average record size in memory	112.0 B

Variable types

Numeric	14

Alerts

`Y_01` is highly correlated with `Y_02` and 1 other fields	High correlation
`Y_02` is highly correlated with `Y_01` and 1 other fields	High correlation
`Y_03` is highly correlated with `Y_01` and 1 other fields	High correlation
`Y_04` is highly correlated with `Y_05` and 4 other fields	High correlation
`Y_05` is highly correlated with `Y_04` and 9 other fields	High correlation
`Y_06` is highly correlated with `Y_04` and 9 other fields	High correlation
`Y_07` is highly correlated with `Y_04` and 4 other fields	High correlation
`Y_08` is highly correlated with `Y_05` and 7 other fields	High correlation
`Y_09` is highly correlated with `Y_05` and 7 other fields	High correlation
`Y_10` is highly correlated with `Y_04` and 9 other fields	High correlation
`Y_11` is highly correlated with `Y_04` and 9 other fields	High correlation
`Y_12` is highly correlated with `Y_05` and 7 other fields	High correlation
`Y_13` is highly correlated with `Y_05` and 7 other fields	High correlation
`Y_14` is highly correlated with `Y_05` and 7 other fields	High correlation
`Y_01` is highly correlated with `Y_02` and 1 other fields	High correlation
`Y_02` is highly correlated with `Y_01` and 1 other fields	High correlation
`Y_03` is highly correlated with `Y_01` and 1 other fields	High correlation
`Y_04` is highly correlated with `Y_05` and 8 other fields	High correlation
`Y_05` is highly correlated with `Y_04` and 8 other fields	High correlation
`Y_06` is highly correlated with `Y_10`	High correlation
`Y_07` is highly correlated with `Y_04` and 2 other fields	High correlation
`Y_08` is highly correlated with `Y_04` and 7 other fields	High correlation
`Y_09` is highly correlated with `Y_04` and 7 other fields	High correlation
`Y_10` is highly correlated with `Y_04` and 8 other fields	High correlation
`Y_11` is highly correlated with `Y_04` and 8 other fields	High correlation
`Y_12` is highly correlated with `Y_04` and 7 other fields	High correlation
`Y_13` is highly correlated with `Y_04` and 7 other fields	High correlation
`Y_14` is highly correlated with `Y_04` and 7 other fields	High correlation
`Y_01` is highly correlated with `Y_02` and 1 other fields	High correlation
`Y_02` is highly correlated with `Y_01` and 1 other fields	High correlation
`Y_03` is highly correlated with `Y_01` and 1 other fields	High correlation
`Y_04` is highly correlated with `Y_05`	High correlation
`Y_05` is highly correlated with `Y_04`	High correlation
`Y_06` is highly correlated with `Y_08` and 6 other fields	High correlation
`Y_08` is highly correlated with `Y_06` and 6 other fields	High correlation
`Y_09` is highly correlated with `Y_06` and 6 other fields	High correlation
`Y_10` is highly correlated with `Y_06` and 6 other fields	High correlation
`Y_11` is highly correlated with `Y_06` and 6 other fields	High correlation
`Y_12` is highly correlated with `Y_06` and 6 other fields	High correlation
`Y_13` is highly correlated with `Y_06` and 6 other fields	High correlation
`Y_14` is highly correlated with `Y_06` and 6 other fields	High correlation
`Y_01` is highly correlated with `Y_02` and 4 other fields	High correlation
`Y_02` is highly correlated with `Y_01` and 1 other fields	High correlation
`Y_03` is highly correlated with `Y_01` and 1 other fields	High correlation
`Y_04` is highly correlated with `Y_05` and 7 other fields	High correlation
`Y_05` is highly correlated with `Y_04` and 8 other fields	High correlation
`Y_06` is highly correlated with `Y_01` and 8 other fields	High correlation
`Y_07` is highly correlated with `Y_01` and 4 other fields	High correlation
`Y_08` is highly correlated with `Y_04` and 8 other fields	High correlation
`Y_09` is highly correlated with `Y_04` and 8 other fields	High correlation
`Y_10` is highly correlated with `Y_01` and 10 other fields	High correlation
`Y_11` is highly correlated with `Y_04` and 9 other fields	High correlation
`Y_12` is highly correlated with `Y_04` and 8 other fields	High correlation
`Y_13` is highly correlated with `Y_04` and 8 other fields	High correlation
`Y_14` is highly correlated with `Y_04` and 8 other fields	High correlation

Reproduction

Analysis started	2022-08-06 00:48:41.726813
Analysis finished	2022-08-06 00:49:13.557785
Duration	31.83 seconds
Software version	pandas-profiling v3.2.0
Download configuration	config.json

Y_01
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2249
Distinct (%)	5.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.353813796

Minimum	0.017
Maximum	4.409
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	309.6 KiB

Quantile statistics

Minimum	0.017
5-th percentile	0.7833
Q1	1.1275
median	1.349
Q3	1.576
95-th percentile	1.931
Maximum	4.409
Range	4.392
Interquartile range (IQR)	0.4485

Descriptive statistics

Standard deviation	0.3562231101
Coefficient of variation (CV)	0.2631256316
Kurtosis	1.210970899
Mean	1.353813796
Median Absolute Deviation (MAD)	0.224
Skewness	0.1502434869
Sum	53620.503
Variance	0.1268949041
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.376	64	0.2%
1.312	62	0.2%
1.333	60	0.2%
1.42	60	0.2%
1.389	60	0.2%
1.278	60	0.2%
1.3	60	0.2%
1.308	59	0.1%
1.4	58	0.1%
1.263	58	0.1%
Other values (2239)	39006	98.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.017	1	< 0.1%
0.018	1	< 0.1%
0.019	2	< 0.1%
0.02	3	< 0.1%
0.021	2	< 0.1%
0.025	2	< 0.1%
0.026	2	< 0.1%
0.027	1	< 0.1%
0.028	1	< 0.1%
0.035	1	< 0.1%

Value	Count	Frequency (%)
4.409	1	< 0.1%
4.081	1	< 0.1%
3.79	1	< 0.1%
3.72	1	< 0.1%
3.529	1	< 0.1%
3.518	1	< 0.1%
3.501	1	< 0.1%
3.499	1	< 0.1%
3.419	1	< 0.1%
3.364	1	< 0.1%

Y_02
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2227
Distinct (%)	5.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.057267251

Minimum	0.007
Maximum	3.998
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	309.6 KiB

Quantile statistics

Minimum	0.007
5-th percentile	0.45
Q1	0.793
median	1.044
Q3	1.3
95-th percentile	1.711
Maximum	3.998
Range	3.991
Interquartile range (IQR)	0.507

Descriptive statistics

Standard deviation	0.386265985
Coefficient of variation (CV)	0.3653437527
Kurtosis	0.6736418075
Mean	1.057267251
Median Absolute Deviation (MAD)	0.254
Skewness	0.3657652688
Sum	41875.184
Variance	0.1492014112
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.072	59	0.1%
0.814	59	0.1%
1.12	58	0.1%
1.043	57	0.1%
0.924	56	0.1%
0.888	56	0.1%
1.031	55	0.1%
1.144	55	0.1%
0.902	55	0.1%
0.834	54	0.1%
Other values (2217)	39043	98.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.007	2	< 0.1%
0.008	4	< 0.1%
0.009	3	< 0.1%
0.01	4	< 0.1%
0.011	3	< 0.1%
0.012	3	< 0.1%
0.013	5	< 0.1%
0.014	2	< 0.1%
0.015	7	< 0.1%
0.016	6	< 0.1%

Value	Count	Frequency (%)
3.998	1	< 0.1%
3.97	1	< 0.1%
3.72	1	< 0.1%
3.552	1	< 0.1%
3.288	1	< 0.1%
3.256	1	< 0.1%
3.228	1	< 0.1%
3.142	1	< 0.1%
3.115	1	< 0.1%
3.049	1	< 0.1%

Y_03
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2127
Distinct (%)	5.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.014001717

Minimum	0.017
Maximum	3.756
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	309.6 KiB

Quantile statistics

Minimum	0.017
5-th percentile	0.451
Q1	0.769
median	0.998
Q3	1.239
95-th percentile	1.628
Maximum	3.756
Range	3.739
Interquartile range (IQR)	0.47

Descriptive statistics

Standard deviation	0.3614919509
Coefficient of variation (CV)	0.3565003341
Kurtosis	0.7764764849
Mean	1.014001717
Median Absolute Deviation (MAD)	0.235
Skewness	0.396399124
Sum	40161.566
Variance	0.1306764305
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.888	66	0.2%
0.988	63	0.2%
0.973	62	0.2%
0.971	61	0.2%
0.965	61	0.2%
1.104	60	0.2%
0.869	60	0.2%
0.999	59	0.1%
0.906	57	0.1%
0.846	57	0.1%
Other values (2117)	39001	98.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.017	1	< 0.1%
0.019	1	< 0.1%
0.021	4	< 0.1%
0.022	1	< 0.1%
0.024	2	< 0.1%
0.025	2	< 0.1%
0.027	2	< 0.1%
0.029	3	< 0.1%
0.03	2	< 0.1%
0.031	1	< 0.1%

Value	Count	Frequency (%)
3.756	1	< 0.1%
3.713	1	< 0.1%
3.284	1	< 0.1%
3.213	1	< 0.1%
3.198	1	< 0.1%
3.182	1	< 0.1%
3.102	1	< 0.1%
3.099	1	< 0.1%
3.069	1	< 0.1%
3.028	1	< 0.1%

Y_04
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	10773
Distinct (%)	27.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.62119133

Minimum	-0.331
Maximum	98.794
Zeros	0
Zeros (%)	0.0%
Negative	3
Negative (%)	< 0.1%
Memory size	309.6 KiB

Quantile statistics

Minimum	-0.331
5-th percentile	8.9393
Q1	11.822
median	13.837
Q3	15.626
95-th percentile	17.5587
Maximum	98.794
Range	99.125
Interquartile range (IQR)	3.804

Descriptive statistics

Standard deviation	2.686631665
Coefficient of variation (CV)	0.1972391107
Kurtosis	25.18483477
Mean	13.62119133
Median Absolute Deviation (MAD)	1.887
Skewness	0.4534505598
Sum	539494.525
Variance	7.217989702
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14.852	15	< 0.1%
14.243	14	< 0.1%
13.349	14	< 0.1%
15.707	13	< 0.1%
15.461	13	< 0.1%
13.89	13	< 0.1%
14.409	13	< 0.1%
14.774	13	< 0.1%
15.063	13	< 0.1%
15.436	13	< 0.1%
Other values (10763)	39473	99.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.331	1	< 0.1%
-0.327	1	< 0.1%
-0.308	1	< 0.1%
2.242	1	< 0.1%
3.312	1	< 0.1%
3.447	1	< 0.1%
3.478	1	< 0.1%
3.833	1	< 0.1%
3.847	1	< 0.1%
3.924	1	< 0.1%

Value	Count	Frequency (%)
98.794	1	< 0.1%
33.333	1	< 0.1%
25.956	1	< 0.1%
21.462	1	< 0.1%
21.442	1	< 0.1%
20.89	1	< 0.1%
20.476	1	< 0.1%
20.321	1	< 0.1%
20.209	1	< 0.1%
20.204	1	< 0.1%

Y_05
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	10241
Distinct (%)	25.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	31.29046706

Minimum	18.589
Maximum	37.25
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	309.6 KiB

Quantile statistics

Minimum	18.589
5-th percentile	26.512
Q1	29.768
median	31.71
Q3	33.184
95-th percentile	34.709
Maximum	37.25
Range	18.661
Interquartile range (IQR)	3.416

Descriptive statistics

Standard deviation	2.543221628
Coefficient of variation (CV)	0.08127784168
Kurtosis	0.489914823
Mean	31.29046706
Median Absolute Deviation (MAD)	1.658
Skewness	-0.7720326285
Sum	1239321.529
Variance	6.467976249
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
32.692	18	< 0.1%
33.465	17	< 0.1%
32.491	16	< 0.1%
31.949	15	< 0.1%
33.215	15	< 0.1%
31.713	15	< 0.1%
32.659	15	< 0.1%
32.593	15	< 0.1%
32.7	15	< 0.1%
32.796	15	< 0.1%
Other values (10231)	39451	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
18.589	1	< 0.1%
19.395	1	< 0.1%
19.704	1	< 0.1%
20.062	1	< 0.1%
20.067	2	< 0.1%
20.123	1	< 0.1%
20.189	1	< 0.1%
20.24	1	< 0.1%
20.417	1	< 0.1%
20.462	1	< 0.1%

Value	Count	Frequency (%)
37.25	1	< 0.1%
37.225	1	< 0.1%
37.101	2	< 0.1%
36.995	1	< 0.1%
36.979	1	< 0.1%
36.915	1	< 0.1%
36.868	1	< 0.1%
36.837	1	< 0.1%
36.808	1	< 0.1%
36.806	1	< 0.1%

Y_06
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	4269
Distinct (%)	10.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16.52938208

Minimum	-19.963
Maximum	18.998
Zeros	0
Zeros (%)	0.0%
Negative	99
Negative (%)	0.2%
Memory size	309.6 KiB

Quantile statistics

Minimum	-19.963
5-th percentile	15.177
Q1	16.146
median	16.694
Q3	17.164
95-th percentile	17.758
Maximum	18.998
Range	38.961
Interquartile range (IQR)	1.018

Descriptive statistics

Standard deviation	1.89301384
Coefficient of variation (CV)	0.1145241747
Kurtosis	270.339787
Mean	16.52938208
Median Absolute Deviation (MAD)	0.501
Skewness	-15.02970347
Sum	654679.236
Variance	3.583501399
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
16.782	38	0.1%
16.872	36	0.1%
17.099	33	0.1%
16.859	32	0.1%
17.138	32	0.1%
16.967	32	0.1%
16.72	32	0.1%
16.847	31	0.1%
16.76	31	0.1%
16.475	31	0.1%
Other values (4259)	39279	99.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-19.963	1	< 0.1%
-19.602	1	< 0.1%
-19.517	1	< 0.1%
-19.472	1	< 0.1%
-19.443	1	< 0.1%
-19.367	1	< 0.1%
-19.351	1	< 0.1%
-19.252	1	< 0.1%
-19.23	2	< 0.1%
-19.099	1	< 0.1%

Value	Count	Frequency (%)
18.998	1	< 0.1%
18.992	1	< 0.1%
18.888	1	< 0.1%
18.857	1	< 0.1%
18.824	1	< 0.1%
18.786	1	< 0.1%
18.753	1	< 0.1%
18.728	1	< 0.1%
18.692	1	< 0.1%
18.685	1	< 0.1%

Y_07
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2394
Distinct (%)	6.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.155054107

Minimum	0.502
Maximum	5.299
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	309.6 KiB

Quantile statistics

Minimum	0.502
5-th percentile	2.53
Q1	2.863
median	3.126
Q3	3.4335
95-th percentile	3.864
Maximum	5.299
Range	4.797
Interquartile range (IQR)	0.5705

Descriptive statistics

Standard deviation	0.4189399013
Coefficient of variation (CV)	0.1327837454
Kurtosis	0.7671083874
Mean	3.155054107
Median Absolute Deviation (MAD)	0.283
Skewness	0.08450194006
Sum	124962.228
Variance	0.1755106409
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.005	57	0.1%
2.94	56	0.1%
3.136	53	0.1%
2.988	52	0.1%
3.128	52	0.1%
3.033	51	0.1%
3.272	51	0.1%
2.976	51	0.1%
3.03	51	0.1%
3.08	50	0.1%
Other values (2384)	39083	98.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.502	1	< 0.1%
0.685	1	< 0.1%
0.723	1	< 0.1%
0.818	1	< 0.1%
0.879	1	< 0.1%
0.911	1	< 0.1%
0.921	1	< 0.1%
0.933	1	< 0.1%
0.945	1	< 0.1%
0.953	1	< 0.1%

Value	Count	Frequency (%)
5.299	1	< 0.1%
5.118	1	< 0.1%
4.999	1	< 0.1%
4.991	1	< 0.1%
4.982	1	< 0.1%
4.927	1	< 0.1%
4.918	1	< 0.1%
4.91	1	< 0.1%
4.868	1	< 0.1%
4.85	1	< 0.1%

Y_08
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	3672
Distinct (%)	9.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-26.29483879

Minimum	-29.652
Maximum	-23.785
Zeros	0
Zeros (%)	0.0%
Negative	39607
Negative (%)	100.0%
Memory size	309.6 KiB

Quantile statistics

Minimum	-29.652
5-th percentile	-27.4447
Q1	-26.689
median	-26.254
Q3	-25.855
95-th percentile	-25.283
Maximum	-23.785
Range	5.867
Interquartile range (IQR)	0.834

Descriptive statistics

Standard deviation	0.6605368289
Coefficient of variation (CV)	-0.0251203985
Kurtosis	0.7493218708
Mean	-26.29483879
Median Absolute Deviation (MAD)	0.415
Skewness	-0.4373902743
Sum	-1041459.68
Variance	0.4363089024
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-26.314	41	0.1%
-26.091	40	0.1%
-25.838	40	0.1%
-26.431	39	0.1%
-26.435	39	0.1%
-26.09	39	0.1%
-26.081	38	0.1%
-26.372	38	0.1%
-26.045	37	0.1%
-26.122	36	0.1%
Other values (3662)	39220	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-29.652	1	< 0.1%
-29.642	1	< 0.1%
-29.605	1	< 0.1%
-29.578	1	< 0.1%
-29.452	1	< 0.1%
-29.352	1	< 0.1%
-29.33	1	< 0.1%
-29.324	1	< 0.1%
-29.309	2	< 0.1%
-29.306	1	< 0.1%

Value	Count	Frequency (%)
-23.785	1	< 0.1%
-24.013	1	< 0.1%
-24.117	1	< 0.1%
-24.142	1	< 0.1%
-24.158	1	< 0.1%
-24.162	1	< 0.1%
-24.18	1	< 0.1%
-24.19	1	< 0.1%
-24.207	1	< 0.1%
-24.211	1	< 0.1%

Y_09
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	3649
Distinct (%)	9.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-26.30862254

Minimum	-29.523
Maximum	-23.96
Zeros	0
Zeros (%)	0.0%
Negative	39607
Negative (%)	100.0%
Memory size	309.6 KiB

Quantile statistics

Minimum	-29.523
5-th percentile	-27.44
Q1	-26.702
median	-26.266
Q3	-25.871
95-th percentile	-25.311
Maximum	-23.96
Range	5.563
Interquartile range (IQR)	0.831

Descriptive statistics

Standard deviation	0.6535798156
Coefficient of variation (CV)	-0.02484279877
Kurtosis	0.7264309573
Mean	-26.30862254
Median Absolute Deviation (MAD)	0.414
Skewness	-0.4318247115
Sum	-1042005.613
Variance	0.4271665753
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-26.31	43	0.1%
-26.228	41	0.1%
-26.28	38	0.1%
-26.106	38	0.1%
-26.265	37	0.1%
-26.123	37	0.1%
-26.04	37	0.1%
-26.375	37	0.1%
-26.11	37	0.1%
-26.331	36	0.1%
Other values (3639)	39226	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-29.523	1	< 0.1%
-29.477	1	< 0.1%
-29.47	1	< 0.1%
-29.427	1	< 0.1%
-29.392	1	< 0.1%
-29.376	1	< 0.1%
-29.351	1	< 0.1%
-29.339	1	< 0.1%
-29.338	1	< 0.1%
-29.331	1	< 0.1%

Value	Count	Frequency (%)
-23.96	1	< 0.1%
-23.985	1	< 0.1%
-24.091	1	< 0.1%
-24.104	1	< 0.1%
-24.155	1	< 0.1%
-24.16	1	< 0.1%
-24.189	1	< 0.1%
-24.219	1	< 0.1%
-24.242	1	< 0.1%
-24.276	1	< 0.1%

Y_10
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	4458
Distinct (%)	11.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-22.40006244

Minimum	-31.119
Maximum	-20.052
Zeros	0
Zeros (%)	0.0%
Negative	39607
Negative (%)	100.0%
Memory size	309.6 KiB

Quantile statistics

Minimum	-31.119
5-th percentile	-23.9517
Q1	-22.871
median	-22.275
Q3	-21.791
95-th percentile	-21.195
Maximum	-20.052
Range	11.067
Interquartile range (IQR)	1.08

Descriptive statistics

Standard deviation	0.920952195
Coefficient of variation (CV)	-0.04111382268
Kurtosis	10.34745855
Mean	-22.40006244
Median Absolute Deviation (MAD)	0.529
Skewness	-1.837054602
Sum	-887199.273
Variance	0.8481529455
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-22.014	33	0.1%
-21.995	33	0.1%
-21.919	32	0.1%
-22.096	32	0.1%
-22.327	32	0.1%
-22.176	31	0.1%
-22.092	31	0.1%
-22.329	31	0.1%
-22.065	31	0.1%
-21.786	30	0.1%
Other values (4448)	39291	99.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-31.119	1	< 0.1%
-30.949	1	< 0.1%
-30.926	1	< 0.1%
-30.788	1	< 0.1%
-30.619	1	< 0.1%
-30.587	1	< 0.1%
-30.584	1	< 0.1%
-30.548	1	< 0.1%
-30.537	1	< 0.1%
-30.507	1	< 0.1%

Value	Count	Frequency (%)
-20.052	1	< 0.1%
-20.093	1	< 0.1%
-20.13	1	< 0.1%
-20.147	1	< 0.1%
-20.224	1	< 0.1%
-20.235	1	< 0.1%
-20.272	1	< 0.1%
-20.288	3	< 0.1%
-20.31	1	< 0.1%
-20.331	1	< 0.1%

Y_11
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	4309
Distinct (%)	10.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24.32506113

Minimum	19.844
Maximum	26.703
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	309.6 KiB

Quantile statistics

Minimum	19.844
5-th percentile	22.815
Q1	23.836
median	24.42
Q3	24.9115
95-th percentile	25.514
Maximum	26.703
Range	6.859
Interquartile range (IQR)	1.0755

Descriptive statistics

Standard deviation	0.8301968024
Coefficient of variation (CV)	0.03412927919
Kurtosis	0.7579205164
Mean	24.32506113
Median Absolute Deviation (MAD)	0.532
Skewness	-0.6749349242
Sum	963442.696
Variance	0.6892267307
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
24.737	34	0.1%
24.776	34	0.1%
24.496	33	0.1%
24.58	32	0.1%
24.542	32	0.1%
24.409	32	0.1%
24.644	32	0.1%
24.509	31	0.1%
24.741	31	0.1%
24.588	31	0.1%
Other values (4299)	39285	99.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
19.844	1	< 0.1%
20.031	1	< 0.1%
20.045	1	< 0.1%
20.101	1	< 0.1%
20.175	1	< 0.1%
20.194	1	< 0.1%
20.199	1	< 0.1%
20.295	1	< 0.1%
20.298	1	< 0.1%
20.334	1	< 0.1%

Value	Count	Frequency (%)
26.703	1	< 0.1%
26.659	1	< 0.1%
26.657	1	< 0.1%
26.592	1	< 0.1%
26.579	1	< 0.1%
26.567	1	< 0.1%
26.551	1	< 0.1%
26.545	1	< 0.1%
26.483	1	< 0.1%
26.48	1	< 0.1%

Y_12
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	3673
Distinct (%)	9.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-26.23776173

Minimum	-29.544
Maximum	-23.722
Zeros	0
Zeros (%)	0.0%
Negative	39607
Negative (%)	100.0%
Memory size	309.6 KiB

Quantile statistics

Minimum	-29.544
5-th percentile	-27.38
Q1	-26.63
median	-26.198
Q3	-25.799
95-th percentile	-25.238
Maximum	-23.722
Range	5.822
Interquartile range (IQR)	0.831

Descriptive statistics

Standard deviation	0.6563285123
Coefficient of variation (CV)	-0.02501465327
Kurtosis	0.7459825
Mean	-26.23776173
Median Absolute Deviation (MAD)	0.413
Skewness	-0.4446574078
Sum	-1039199.029
Variance	0.430767116
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-26.026	49	0.1%
-26.17	41	0.1%
-26.076	40	0.1%
-26.358	39	0.1%
-26.118	39	0.1%
-26.44	38	0.1%
-26.292	38	0.1%
-25.998	37	0.1%
-25.919	37	0.1%
-26.354	37	0.1%
Other values (3663)	39212	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-29.544	1	< 0.1%
-29.453	1	< 0.1%
-29.441	1	< 0.1%
-29.367	1	< 0.1%
-29.346	1	< 0.1%
-29.341	1	< 0.1%
-29.335	1	< 0.1%
-29.31	1	< 0.1%
-29.287	1	< 0.1%
-29.283	1	< 0.1%

Value	Count	Frequency (%)
-23.722	1	< 0.1%
-23.947	1	< 0.1%
-23.95	1	< 0.1%
-24.067	1	< 0.1%
-24.151	1	< 0.1%
-24.16	1	< 0.1%
-24.221	1	< 0.1%
-24.228	1	< 0.1%
-24.231	1	< 0.1%
-24.24	1	< 0.1%

Y_13
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	3665
Distinct (%)	9.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-26.23386934

Minimum	-29.448
Maximum	-23.899
Zeros	0
Zeros (%)	0.0%
Negative	39607
Negative (%)	100.0%
Memory size	309.6 KiB

Quantile statistics

Minimum	-29.448
5-th percentile	-27.366
Q1	-26.624
median	-26.193
Q3	-25.794
95-th percentile	-25.2393
Maximum	-23.899
Range	5.549
Interquartile range (IQR)	0.83

Descriptive statistics

Standard deviation	0.6550900257
Coefficient of variation (CV)	-0.02497115531
Kurtosis	0.7518019689
Mean	-26.23386934
Median Absolute Deviation (MAD)	0.413
Skewness	-0.4398630698
Sum	-1039044.863
Variance	0.4291429417
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-26.097	42	0.1%
-26.187	41	0.1%
-26.336	41	0.1%
-26.28	40	0.1%
-26.151	39	0.1%
-26.346	38	0.1%
-26.039	38	0.1%
-25.968	37	0.1%
-26.213	36	0.1%
-25.995	36	0.1%
Other values (3655)	39219	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-29.448	1	< 0.1%
-29.443	1	< 0.1%
-29.375	1	< 0.1%
-29.368	1	< 0.1%
-29.355	1	< 0.1%
-29.35	1	< 0.1%
-29.301	1	< 0.1%
-29.292	1	< 0.1%
-29.236	1	< 0.1%
-29.226	1	< 0.1%

Value	Count	Frequency (%)
-23.899	1	< 0.1%
-23.936	1	< 0.1%
-23.965	1	< 0.1%
-24.021	1	< 0.1%
-24.117	1	< 0.1%
-24.123	1	< 0.1%
-24.177	1	< 0.1%
-24.194	1	< 0.1%
-24.205	1	< 0.1%
-24.21	1	< 0.1%

Y_14
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	3682
Distinct (%)	9.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-26.24586843

Minimum	-29.62
Maximum	-23.856
Zeros	0
Zeros (%)	0.0%
Negative	39607
Negative (%)	100.0%
Memory size	309.6 KiB

Quantile statistics

Minimum	-29.62
5-th percentile	-27.3817
Q1	-26.64
median	-26.204
Q3	-25.809
95-th percentile	-25.245
Maximum	-23.856
Range	5.764
Interquartile range (IQR)	0.831

Descriptive statistics

Standard deviation	0.6559887312
Coefficient of variation (CV)	-0.02499398078
Kurtosis	0.734812393
Mean	-26.24586843
Median Absolute Deviation (MAD)	0.413
Skewness	-0.4307872388
Sum	-1039520.111
Variance	0.4303212155
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-26.303	46	0.1%
-26.025	41	0.1%
-26.148	39	0.1%
-25.858	39	0.1%
-26.08	39	0.1%
-26.174	38	0.1%
-26.105	38	0.1%
-25.835	38	0.1%
-26.424	37	0.1%
-26.065	37	0.1%
Other values (3672)	39215	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-29.62	1	< 0.1%
-29.529	1	< 0.1%
-29.493	1	< 0.1%
-29.434	1	< 0.1%
-29.34	1	< 0.1%
-29.335	1	< 0.1%
-29.312	1	< 0.1%
-29.292	1	< 0.1%
-29.282	1	< 0.1%
-29.28	1	< 0.1%

Value	Count	Frequency (%)
-23.856	1	< 0.1%
-24.052	1	< 0.1%
-24.137	2	< 0.1%
-24.139	1	< 0.1%
-24.165	1	< 0.1%
-24.176	1	< 0.1%
-24.192	1	< 0.1%
-24.193	1	< 0.1%
-24.208	1	< 0.1%
-24.211	1	< 0.1%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	Y_01	Y_02	Y_03	Y_04	Y_05	Y_06	Y_07	Y_08	Y_09	Y_10	Y_11	Y_12	Y_13	Y_14
0	2.056	1.456	1.680	10.502	29.632	16.083	4.276	-25.381	-25.529	-22.769	23.792	-25.470	-25.409	-25.304
1	1.446	1.184	1.268	18.507	33.179	16.736	3.229	-26.619	-26.523	-22.574	24.691	-26.253	-26.497	-26.438
2	1.251	0.665	0.782	14.082	31.801	17.080	2.839	-26.238	-26.216	-22.169	24.649	-26.285	-26.215	-26.370
3	1.464	1.079	1.052	16.975	34.503	17.143	3.144	-25.426	-25.079	-21.765	24.913	-25.254	-25.021	-25.345
4	0.983	0.646	0.689	15.047	32.602	17.569	3.138	-25.376	-25.242	-21.072	25.299	-25.072	-25.195	-24.974
5	1.155	0.678	0.580	11.760	29.662	16.201	3.343	-26.466	-26.527	-22.621	24.064	-26.489	-26.536	-26.426
6	2.140	1.438	1.689	14.137	32.739	15.573	2.418	-27.581	-28.038	-23.355	23.051	-27.650	-27.709	-27.599
7	1.769	1.535	1.534	17.954	34.680	18.230	3.147	-24.917	-24.832	-20.689	26.138	-24.539	-24.538	-24.668
8	1.326	0.945	0.883	13.952	29.129	16.608	3.931	-25.890	-25.801	-22.521	24.353	-25.738	-25.825	-25.764
9	2.004	1.787	1.548	16.885	34.209	18.120	2.646	-25.520	-25.408	-21.159	25.961	-25.353	-25.567	-25.470

Last rows

	Y_01	Y_02	Y_03	Y_04	Y_05	Y_06	Y_07	Y_08	Y_09	Y_10	Y_11	Y_12	Y_13	Y_14
39597	1.489	1.369	1.303	15.687	34.089	17.586	3.107	-25.927	-25.836	-21.611	25.399	-25.850	-25.867	-25.587
39598	1.299	0.612	1.032	17.957	32.870	16.804	3.140	-26.569	-26.304	-23.102	24.660	-26.259	-26.410	-26.365
39599	0.949	0.891	0.767	17.706	30.877	17.090	2.547	-26.652	-26.807	-22.188	24.737	-26.783	-26.694	-26.771
39600	0.998	0.563	0.911	8.879	28.957	16.441	3.387	-26.545	-26.572	-22.705	24.084	-26.618	-26.677	-26.530
39601	1.556	1.418	1.328	12.598	32.671	16.949	2.996	-26.106	-26.281	-22.359	24.661	-26.134	-26.300	-26.306
39602	1.382	1.215	1.263	10.874	29.194	16.582	3.410	-26.486	-26.581	-22.772	24.261	-26.491	-26.584	-26.580
39603	1.482	0.606	1.083	8.759	29.859	15.659	3.406	-27.308	-27.203	-24.674	23.427	-27.250	-27.334	-27.325
39604	1.117	1.154	0.993	13.159	24.720	16.823	3.215	-26.502	-26.687	-22.577	24.301	-26.388	-26.425	-26.601
39605	0.895	0.187	0.477	9.123	26.412	15.757	4.216	-26.760	-26.634	-24.066	23.305	-26.536	-26.751	-26.635
39606	1.147	0.348	0.852	10.421	30.745	16.781	3.307	-26.054	-26.251	-23.257	24.450	-26.224	-26.256	-26.093

Overview

Variables

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows